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The theoretical Investigation demonstrates that EDIS exhibits lessened suboptimality when compared to entirely employing on line facts or instantly reusing offline knowledge. EDIS is a plug-in solution and may be coupled with present techniques in offline-to-on the web RL environment. By implementing EDIS to off-the-shelf methods Cal-QL and IQL, we